Classification with abstention but without disparities

Conference on Uncertainty in Artificial Intelligence (UAI), 2021

24 February 2021

Papers citing "Classification with abstention but without disparities"

21 / 21 papers shown

Title
Abstain and Validate: A Dual-LLM Policy for Reducing Noise in Agentic Program Repair J. Cambronero Michele Tufano Sherry Shi Renyao Wei Grant Uy Runxiang Cheng Chin-Jung Liu Shiying Pan S. Chandra Pat Rondon 72 1 0 03 Oct 2025
Unequal Uncertainty: Rethinking Algorithmic Interventions for Mitigating Discrimination from AI Holli Sargeant Mackenzie Jorgensen Arina Shah Adrian Weller Umang Bhatt 85 0 0 11 Aug 2025
Bayes-Optimal Fair Classification with Multiple Sensitive Features Yi Yang Yinghui Huang Xiangyu Chang FaML 467 0 0 01 May 2025
Interpretable and Fair Mechanisms for Abstaining Classifiers Daphne Lenders Andrea Pugnana Roberto Pellungrini Toon Calders D. Pedreschi F. Giannotti FaML 282 2 0 24 Mar 2025
Multi-Output Distributional Fairness via Post-Processing Gang Li Qihang Lin Ayush Ghosh Tianbao Yang 469 0 0 31 Aug 2024
Harnessing the Power of Vicinity-Informed Analysis for Classification under Covariate Shift Mitsuhiro Fujikawa Yohei Akimoto Jun Sakuma Kazuto Fukuchi 173 0 0 27 May 2024
FairRR: Pre-Processing for Group Fairness through Randomized ResponseInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2024 Xianli Zeng Joshua Ward Guang Cheng 192 2 0 12 Mar 2024
Bandits with Abstention under Expert Advice Stephen Pasteris Alberto Rumi Maximilian Thiessen Shota Saito Atsushi Miyauchi Fabio Vitale Mark Herbster 138 3 0 22 Feb 2024
How Far Can Fairness Constraints Help Recover From Biased Data?International Conference on Machine Learning (ICML), 2023 Mohit Sharma Amit Deshpande FaML 232 5 0 16 Dec 2023
Predictor-Rejector Multi-Class Abstention: Theoretical Analysis and AlgorithmsInternational Conference on Algorithmic Learning Theory (ALT), 2023 Anqi Mao M. Mohri Yutao Zhong 230 36 0 23 Oct 2023
Theoretically Grounded Loss Functions and Algorithms for Score-Based Multi-Class AbstentionInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2023 Anqi Mao M. Mohri Yutao Zhong 185 33 0 23 Oct 2023
Fair Classifiers that Abstain without HarmInternational Conference on Learning Representations (ICLR), 2023 Tongxin Yin Jean-François Ton Ruocheng Guo Yuanshun Yao Mingyan Liu Yang Liu 162 6 0 09 Oct 2023
Counterfactually Comparing Abstaining ClassifiersNeural Information Processing Systems (NeurIPS), 2023 Yo Joong Choe Aditya Gangrade Aaditya Ramdas 272 1 0 17 May 2023
Fair learning with Wasserstein barycenters for non-decomposable performance measuresInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2022 Solenne Gaucher Nicolas Schreuder Evgenii Chzhen 295 19 0 01 Sep 2022
Active learning algorithm through the lens of rejection argumentsMachine-mediated learning (ML), 2022 Christophe Denis Mohamed Hebiri Boris Ndjia Njike Xavier Siebert 175 7 0 31 Aug 2022
Bias Mitigation for Machine Learning Classifiers: A Comprehensive SurveyACM Journal on Responsible Computing (JRC), 2022 Max Hort Zhenpeng Chen Jie M. Zhang Mark Harman Federica Sarro FaML AI4CE 297 233 0 14 Jul 2022
Fair Bayes-Optimal Classifiers Under Predictive ParityNeural Information Processing Systems (NeurIPS), 2022 Xianli Zeng Guang Cheng Guang Cheng FaML 182 18 0 15 May 2022
Bayes-Optimal Classifiers under Group Fairness Xianli Zeng Guang Cheng Guang Cheng FaML 345 24 0 20 Feb 2022
Fairness Indicators for Systematic Assessments of Visual Feature ExtractorsConference on Fairness, Accountability and Transparency (FAccT), 2022 Priya Goyal Adriana Romero Soriano C. Hazirbas Levent Sagun Nicolas Usunier EGVM 188 35 0 15 Feb 2022
Selective Regression Under Fairness CriteriaInternational Conference on Machine Learning (ICML), 2021 Abhin Shah Yuheng Bu Joshua K. Lee Subhro Das Yikang Shen P. Sattigeri G. Wornell 273 31 0 28 Oct 2021
Error rate control for classification rules in multiclass mixture models T. Mary-Huard Vittorio Perduca Gilles Blanchard M. Martin-Magniette 159 6 0 29 Sep 2021